{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use OSMnx to plot street network over place shape\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "This example uses Portland, Maine - a city with several islands within its municipal boundaries. Thus, we set `retain_all=True` when getting the network so that we keep all the graph components, not just the largest connected component.\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.16.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import osmnx as ox\n",
    "from descartes import PolygonPatch\n",
    "from shapely.geometry import Polygon, MultiPolygon\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the place boundaries\n",
    "place = 'Portland, Maine'\n",
    "gdf = ox.geocode_to_gdf(place)\n",
    "\n",
    "# get the street network, with retain_all=True to retain all the disconnected islands' networks\n",
    "G = ox.graph_from_place(place, network_type='drive', retain_all=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the network, but do not show it or close it yet\n",
    "fig, ax = ox.plot_graph(G, show=False, close=False, bgcolor='#333333',\n",
    "                        edge_color='w', edge_linewidth=0.3, node_size=0)\n",
    "\n",
    "# to this matplotlib axis, add the place shape as descartes polygon patches\n",
    "for geometry in gdf['geometry'].tolist():\n",
    "    if isinstance(geometry, (Polygon, MultiPolygon)):\n",
    "        if isinstance(geometry, Polygon):\n",
    "            geometry = MultiPolygon([geometry])\n",
    "        for polygon in geometry:\n",
    "            patch = PolygonPatch(polygon, fc='k', ec='#666666', lw=1, alpha=1, zorder=-1)\n",
    "            ax.add_patch(patch)\n",
    "\n",
    "# optionally set up the axes extents\n",
    "margin = 0.02\n",
    "west, south, east, north = gdf.unary_union.bounds\n",
    "margin_ns = (north - south) * margin\n",
    "margin_ew = (east - west) * margin\n",
    "ax.set_ylim((south - margin_ns, north + margin_ns))\n",
    "ax.set_xlim((west - margin_ew, east + margin_ew))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice this municipal boundary is an administrative boundary, not a physical boundary, so it represents jurisdictional bounds, not individiual physical features like islands. To get individual islands' geometries, use the `geometries` module:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(26, 17)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "islands = ox.geometries_from_place(place, tags={'place': ['island', 'islet']})\n",
    "islands.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
